Pith Number

pith:66I3YP35

pith:2024:66I3YP35WKXLUN3NADIQBGNF42

not attested not anchored not stored refs pending

Free-Rider and Conflict Aware Collaboration Formation for Cross-Silo Federated Learning

Han Yu, Mengmeng Chen, Qicheng Lao, Qiqi Liu, Tiantian He, Xiaohu Wu, Xiaoli Tang, Yew-Soon Ong

arxiv:2410.19321 v3 · 2024-10-25 · cs.GT · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{66I3YP35WKXLUN3NADIQBGNF42}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T10:08:23.600952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f791bc3f7db2aeba376d00d10099a5e687c1b929c2c6ed13544197ec227302e4

Aliases

arxiv: 2410.19321 · arxiv_version: 2410.19321v3 · doi: 10.48550/arxiv.2410.19321 · pith_short_12: 66I3YP35WKXL · pith_short_16: 66I3YP35WKXLUN3N · pith_short_8: 66I3YP35

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/66I3YP35WKXLUN3NADIQBGNF42 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f791bc3f7db2aeba376d00d10099a5e687c1b929c2c6ed13544197ec227302e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a87311f8477ebd697b0153faf0d6d0bf18705d862eead363afd12e089b50927",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2024-10-25T06:13:26Z",
    "title_canon_sha256": "d8d43bb9d42d79a304f4f8025110c78cbcfc153aac19a0473e9290e01e440094"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.19321",
    "kind": "arxiv",
    "version": 3
  }
}